{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "ff4c8cec",
   "metadata": {},
   "outputs": [],
   "source": [
    "import picamera2\n",
    "import cv2 as cv\n",
    "import numpy as np\n",
    "from matplotlib import pyplot as plt\n",
    "import os,time,sys,math\n",
    "os.environ['DISPLAY'] = ':0'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "9833d671",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[0:03:43.818671897] [897] \u001b[1;32m INFO \u001b[1;37mCamera \u001b[1;34mcamera_manager.cpp:326 \u001b[0mlibcamera v0.5.0+59-d83ff0a4\n",
      "[0:03:43.862739328] [916] \u001b[1;33m WARN \u001b[1;37mRPiSdn \u001b[1;34msdn.cpp:40 \u001b[0mUsing legacy SDN tuning - please consider moving SDN inside rpi.denoise\n",
      "[0:03:43.864843575] [916] \u001b[1;32m INFO \u001b[1;37mRPI \u001b[1;34mvc4.cpp:447 \u001b[0mRegistered camera /base/soc/i2c0mux/i2c@1/imx219@10 to Unicam device /dev/media1 and ISP device /dev/media3\n",
      "[0:03:43.864898682] [916] \u001b[1;32m INFO \u001b[1;37mRPI \u001b[1;34mpipeline_base.cpp:1121 \u001b[0mUsing configuration file '/usr/share/libcamera/pipeline/rpi/vc4/rpi_apps.yaml'\n",
      "[0:03:43.873747821] [897] \u001b[1;32m INFO \u001b[1;37mCamera \u001b[1;34mcamera.cpp:1205 \u001b[0mconfiguring streams: (0) 1920x1080-BGR888 (1) 640x480-YUV420 (2) 1920x1080-SBGGR10_CSI2P\n",
      "[0:03:43.874178121] [916] \u001b[1;32m INFO \u001b[1;37mRPI \u001b[1;34mvc4.cpp:622 \u001b[0mSensor: /base/soc/i2c0mux/i2c@1/imx219@10 - Selected sensor format: 1920x1080-SBGGR10_1X10 - Selected unicam format: 1920x1080-pBAA\n"
     ]
    }
   ],
   "source": [
    "cam = picamera2.Picamera2()\n",
    "camConfig = cam.create_video_configuration(main={\"size\": (1920,1080),'format':'BGR888'}, lores={\"size\": (640, 480)}, display=\"main\")\n",
    "# camConfig = cam.create_still_configuration()\n",
    "\n",
    "cam.configure(camConfig)\n",
    "# cam.set_controls({\"ExposureTime\":500})\n",
    "cam.start()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "58bde674",
   "metadata": {},
   "outputs": [],
   "source": [
    "def getImage():\n",
    "    return cam.capture_array()\n",
    "def showImage(img):\n",
    "    plt.imshow(img)\n",
    "    plt.show()\n",
    "def showGrayImage(img):\n",
    "    plt.imshow(img,cmap='gray')\n",
    "    plt.show()\n",
    "def findLargestRectangleContour(img):\n",
    "    # 检测所有边缘\n",
    "    contours,hireachy = cv.findContours(img,cv.RETR_CCOMP, cv.CHAIN_APPROX_SIMPLE)\n",
    "\n",
    "    # 检测周长最大的边缘\n",
    "    largestContourArea1 = 0\n",
    "    largestContourArea2 = 0\n",
    "    largestContourPerimeter = 0\n",
    "    largestContour1 = None\n",
    "    largestContour2 = None\n",
    "    h2 = [-1,-1,-1,-1]\n",
    "    for i in range(len(contours)):\n",
    "        c = contours[i]\n",
    "        h = hireachy[0][i]\n",
    "        area = cv.contourArea(c)\n",
    "        perimeter = cv.arcLength(c,True)\n",
    "        approx = cv.approxPolyDP(c,0.02*perimeter,True)\n",
    "        if h[3] == -1:\n",
    "            if area > largestContourArea1 and len(approx) == 4:\n",
    "                largestContourArea1 = area\n",
    "                largestContour1 = c\n",
    "        else:\n",
    "            # 内轮廓\n",
    "            if area > largestContourArea2:\n",
    "                largestContourArea2 = area\n",
    "                largestContour2 = c\n",
    "                h2 = h\n",
    "    if largestContour1.all() == None or largestContour2.all() == None:\n",
    "        return None\n",
    "    else:\n",
    "        # 检测到最大边缘，进行矩形拟合\n",
    "        rect1 = cv.minAreaRect(largestContour1)\n",
    "        approx1 = cv.boxPoints(rect1)\n",
    "        rect2 = cv.minAreaRect(largestContour2)\n",
    "        approx2 = cv.boxPoints(rect2)\n",
    "        return approx1,approx2\n",
    "def reorderApprox(approx):\n",
    "    # 给四个点重新排序\n",
    "    # 既然是顺时针应当按照左下，左上，右上，右下的顺序排列\n",
    "    xCenter = approx.T[0].mean()\n",
    "    yCenter = approx.T[1].mean()\n",
    "    points = [None,None,None,None]\n",
    "    for point in approx:\n",
    "        if point[0] < xCenter:\n",
    "            if point[1] > yCenter:\n",
    "                #左下\n",
    "                points[0] = point\n",
    "            else:\n",
    "                #左上\n",
    "                points[1] = point\n",
    "        else:\n",
    "            if point[1] < yCenter:\n",
    "                #右上\n",
    "                points[2] = point\n",
    "            else:\n",
    "                #右下\n",
    "                points[3] = point\n",
    "    return points\n",
    "def cannyAndFilter(img):\n",
    "    imgCanny = cv.Canny(img,32,32)\n",
    "    kernel = np.ones((3,3))\n",
    "    imgCannyFiltered = cv.morphologyEx(imgCanny,cv.MORPH_CLOSE,kernel)\n",
    "    return imgCannyFiltered\n",
    "def cropToRequiredSize(img):\n",
    "    return img[100:900,750:1750]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "0d769955",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "image = getImage()\n",
    "image = cropToRequiredSize(image)\n",
    "showImage(image)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "b584be1a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "showGrayImage(image[:,:,0])\n",
    "showGrayImage(image[:,:,1])\n",
    "showGrayImage(image[:,:,2])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "cf5f1d2a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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sMP/7v/9rx7u6uswdd9xhJkyYYJKSkszixYtNc3Nz1HMcPXrULFq0yCQmJpr09HSzfv1609vbG0sbJhQKGUnUIColJcUUFBSYsrIy895775mPPvrIvPjii6a4uNh885vfNLm5ucbtdpu4uLgR75WiKIoamgqFQud8jx305xiMBD7HYPDi4uKUlpamiRMnyu/3a+rUqerv79cbb7yh+vp6ffjhh3ZHCdtDAeCLYSCfY8BH231JRSIRTZkyRQcOHNCJEyfs5xV89NFHGjdunJKSknTw4MER7hIAMNy4YgA5HA67JTESiXCzIQB8QXHFAANijGFLIgBAEl+7DAAAPoYrBjgnh8OhSy65RFOmTNEHH3yg2tparjAAwBcUwQCf6sILL9RFF12kRYsWafHixXK73Tp58qSOHTumX/3qV3r11Vf1xhtvjHSbAIAhxM2HOCuXy6Uf/ehHuvbaa3X8+HG53W5VVFRo2rRpuvzyy/X+++/r0KFDKisrs9+eCQD4y8bNhzhv8+fP17Jly/T888/L5XLpwIEDqqysVFJSkm655Ra53W7927/9m375y1/q2WeflTFGP/3pT3XixImRbh0AMAjcfIhPyMzMVF5enk6fPi1jjLZs2aL3339fixcv1re+9S29//77am5u1o033qiOjg65XC5dd911cjrJmQAw2vE3OT7h7/7u71RTU6PDhw/r1Vdfldvt1t/+7d9q8uTJcjgc+vDDD7Vz504dPnxYV199tVasWKHf/e53I902AGAIEAwQJT09XfPnz9dVV12lkydPKhQK6aabbtKFF16oo0ePyhijmTNnauHChRozZozcbream5tVXFystra2kW4fADBI/CoBlsPh0Lx58+z3KLzzzjvKyclRbm6uent7tWLFChUUFOjo0aNKTU1Venq63nnnHQWDQT333HP6xS9+oby8vJE+DQDAIBAMYE2aNEk/+clPlJWVpSlTpkiS4uPjFRcXJ6fTqbFjx2rixIl69913FYlE9NFHH2n79u0aN26cKisrdfLkST3++ONKS0sb4TMBAJwvggEsp9OpYDCo733vezLGaPbs2Tp69Kiam5vldDr14IMPqqysTPPnz1dLS4tqamrU3d2tU6dOaeLEiXI6ndqzZ4+6urpG+lQAAOeJewxg9fb2qrOzU1/96lfV0NCg7u5uHTlyRM8884zi4+Pl8/nU1dWlN998U88//7w+/PBD3XnnnXr99df1+OOP67//+79100036dSpUyN9KgCA80QwgNXc3Kw9e/ZIkq6++moVFhbqggsu0FNPPaXDhw8rOztbH330kY4cOaIjR44oIyNDwWBQ77//vi677DI9//zzevfdd0f4LAAAg8EnHyLKtGnT9Ktf/UpNTU1qamqS3+/XE088oaNHj6q9vV2dnZ1yOp26+OKLNXPmTGVkZCgzM1NPPvmknn32WXV2do70KQAAPsVAPvmQYIBPGDdunK655hrdeeedmjNnjrq6utTW1qa+vj4dPnxYmZmZam5uVmlpqa666ipVVVWptrZ2pNsGAJwDwQCDMn78eK1bt04TJkxQW1ubFixYoOnTpyshIUGHDh3SfffdpxdffHGk2wQADBDBAIOWmpqqH/7whzp27Jh+85vf6IMPPpAknTp1Sh0dHSPcHQAgFgQDDIn4+Hj19vaOdBsAgEEaSDDgcwxwToQCAPjyIBgAAACLYAAAACyCAQAAsAgGAADAIhgAAACLYAAAACyCAQAAsAgGAADAIhgAAACLYAAAACyCAQAAsAgGAADAIhgAAABrUMFg06ZNcjgcWrNmjT12+vRpFRcXKy0tTcnJyVq6dKlaWlqiHtfY2KjCwkIlJSUpIyNDGzZsUF9f32BaAQAAQ+C8g8G+ffv0X//1X7rkkkuijq9du1bbtm1TeXm5du/erePHj2vJkiV2vL+/X4WFherp6dGePXv02GOPacuWLdq4ceP5nwUAABga5jx0dHSYGTNmmIqKCjN//nyzevVqY4wx7e3tJj4+3pSXl9u5b731lpFkAoGAMcaYHTt2mLi4OBMMBu2csrIy43a7TXd394BePxQKGUkURVEURcVQoVDonO+x53XFoLi4WIWFhcrPz486Xltbq97e3qjj2dnZysrKUiAQkCQFAgHNmjVLXq/XzikoKFA4HFZ9ff1ZX6+7u1vhcDiqAADA0HPG+oCtW7fq9ddf1759+z4xFgwGlZCQoJSUlKjjXq9XwWDQzvl4KDgzfmbsbEpLS3XffffF2ioAAIhRTFcMmpqatHr1aj3xxBMaO3bs59XTJ5SUlCgUCtlqamoattcGAODLJKZgUFtbq9bWVl1++eVyOp1yOp3avXu3Hn74YTmdTnm9XvX09Ki9vT3qcS0tLfL5fJIkn8/3iV0KZ34+M+fPuVwuud3uqAIAAEMvpmCwYMEC7d+/X3V1dbbmzp2roqIi++f4+HhVVlbaxzQ0NKixsVF+v1+S5Pf7tX//frW2tto5FRUVcrvdysnJGaLTAgAA5yWGzQhn9fFdCcYYs3LlSpOVlWWqqqpMTU2N8fv9xu/32/G+vj6Tm5trFi5caOrq6syuXbvMxIkTTUlJyYBfk10JFEVRFBV7DWRXQsw3H57Lv//7vysuLk5Lly5Vd3e3CgoK9NOf/tSOjxkzRtu3b9ftt98uv9+vcePGafny5frnf/7noW4FAADEyGGMMSPdRKzC4bA8Hs9ItwEAwKgSCoXOeZ8e35UAAAAsggEAALAIBgAAwCIYAAAAi2AAAAAsggEAALAIBgAAwCIYAAAAi2AAAAAsggEAALAIBgAAwCIYAAAAi2AAAAAsggEAALAIBgAAwCIYAAAAi2AAAAAsggEAALAIBgAAwCIYAAAAi2AAAAAsggEAALAIBgAAwCIYAAAAi2AAAAAsggEAALAIBgAAwCIYAAAAi2AAAAAsggEAALAIBgAAwCIYAAAAi2AAAAAsggEAALAIBgAAwIopGPzwhz+Uw+GIquzsbDt++vRpFRcXKy0tTcnJyVq6dKlaWlqinqOxsVGFhYVKSkpSRkaGNmzYoL6+vqE5GwAAMCjOWB9w8cUX68UXX/zTEzj/9BRr167Vb37zG5WXl8vj8WjVqlVasmSJXn31VUlSf3+/CgsL5fP5tGfPHjU3N+t73/ue4uPj9cADDwzB6QAAgEExMbj33nvNpZdeetax9vZ2Ex8fb8rLy+2xt956y0gygUDAGGPMjh07TFxcnAkGg3ZOWVmZcbvdpru7e8B9hEIhI4miKIqiqBgqFAqd8z025nsMDh06pMmTJ+uCCy5QUVGRGhsbJUm1tbXq7e1Vfn6+nZudna2srCwFAgFJUiAQ0KxZs+T1eu2cgoIChcNh1dfXf+prdnd3KxwORxUAABh6MQWDvLw8bdmyRbt27VJZWZmOHDmiv/qrv1JHR4eCwaASEhKUkpIS9Riv16tgMChJCgaDUaHgzPiZsU9TWloqj8djKzMzM5a2AQDAAMV0j8GiRYvsny+55BLl5eVp6tSpevrpp5WYmDjkzZ1RUlKidevW2Z/D4TDhAACAz8GgtiumpKToq1/9qg4fPiyfz6eenh61t7dHzWlpaZHP55Mk+Xy+T+xSOPPzmTln43K55Ha7owoAAAy9QQWDzs5OvfPOO5o0aZLmzJmj+Ph4VVZW2vGGhgY1NjbK7/dLkvx+v/bv36/W1lY7p6KiQm63Wzk5OYNpBQAADIUBbwUwxqxfv9689NJL5siRI+bVV181+fn5Jj093bS2thpjjFm5cqXJysoyVVVVpqamxvj9fuP3++3j+/r6TG5urlm4cKGpq6szu3btMhMnTjQlJSWxtMGuBIqiKIo6jxrIroSYgsGNN95oJk2aZBISEsxXvvIVc+ONN5rDhw/b8a6uLnPHHXeYCRMmmKSkJLN48WLT3Nwc9RxHjx41ixYtMomJiSY9Pd2sX7/e9Pb2xtIGwYCiKIqizqMGEgwcxhijUSYcDsvj8Yx0GwAAjCqhUOic9+nxXQkAAMAiGAAAAItgAAAALIIBAACwCAYAAMAiGAAAAItgAAAALIIBAACwCAYAAMAiGAAAAItgAAAALIIBAACwCAYAAMAiGAAAAItgAAAALIIBAACwCAYAAMAiGAAAAItgAAAALIIBAACwCAYAAMAiGAAAAItgAAAALIIBAACwCAYAAMAiGAAAAItgAAAALIIBAACwCAYAAMAiGAAAAItgAAAALIIBAACwCAYAAMAiGAAAAItgAAAArJiDwbFjx/Sd73xHaWlpSkxM1KxZs1RTU2PHjTHauHGjJk2apMTEROXn5+vQoUNRz9HW1qaioiK53W6lpKTolltuUWdn5+DPBgAADEpMweCjjz7SvHnzFB8fr507d+rAgQP60Y9+pAkTJtg5Dz74oB5++GFt3rxZ1dXVGjdunAoKCnT69Gk7p6ioSPX19aqoqND27dv18ssv67bbbhu6swIAAOfHxOCuu+4y3/jGNz51PBKJGJ/PZx566CF7rL293bhcLvPUU08ZY4w5cOCAkWT27dtn5+zcudM4HA5z7NixAfURCoWMJIqiKIqiYqhQKHTO99iYrhg8//zzmjt3rm644QZlZGRo9uzZ+vnPf27Hjxw5omAwqPz8fHvM4/EoLy9PgUBAkhQIBJSSkqK5c+faOfn5+YqLi1N1dfVZX7e7u1vhcDiqAADA0IspGLz77rsqKyvTjBkz9MILL+j222/XD37wAz322GOSpGAwKEnyer1Rj/N6vXYsGAwqIyMjatzpdCo1NdXO+XOlpaXyeDy2MjMzY2kbAAAMUEzBIBKJ6PLLL9cDDzyg2bNn67bbbtOtt96qzZs3f179SZJKSkoUCoVsNTU1fa6vBwDAl1VMwWDSpEnKycmJOjZz5kw1NjZKknw+nySppaUlak5LS4sd8/l8am1tjRrv6+tTW1ubnfPnXC6X3G53VAEAgKEXUzCYN2+eGhoaoo4dPHhQU6dOlSRNnz5dPp9PlZWVdjwcDqu6ulp+v1+S5Pf71d7ertraWjunqqpKkUhEeXl5530iAABgCAxoG8Af7d271zidTnP//febQ4cOmSeeeMIkJSWZxx9/3M7ZtGmTSUlJMc8995z5wx/+YK677jozffp009XVZedcc801Zvbs2aa6utq88sorZsaMGWbZsmUD7oNdCRRFURQVew1kV0JMwcAYY7Zt22Zyc3ONy+Uy2dnZ5mc/+1nUeCQSMffcc4/xer3G5XKZBQsWmIaGhqg5J06cMMuWLTPJycnG7XabFStWmI6OjgH3QDCgKIqiqNhrIMHAYYwxGmXC4bA8Hs9ItwEAwKgSCoXOeZ8e35UAAAAsggEAALAIBgAAwCIYAAAAi2AAAAAsggEAALAIBgAAwCIYAAAAi2AAAAAsggEAALAIBgAAwCIYAAAAi2AAAAAsggEAALAIBgAAwCIYAAAAi2AAAAAsggEAALAIBgAAwCIYAAAAi2AAAAAsggEAALAIBgAAwCIYAAAAi2AAAAAsggEAALAIBgAAwCIYAAAAi2AAAAAsggEAALAIBgAAwCIYAAAAi2AAAAAsggEAALAIBgAAwIopGEybNk0Oh+MTVVxcLEk6ffq0iouLlZaWpuTkZC1dulQtLS1Rz9HY2KjCwkIlJSUpIyNDGzZsUF9f39CdEQAAOG8xBYN9+/apubnZVkVFhSTphhtukCStXbtW27ZtU3l5uXbv3q3jx49ryZIl9vH9/f0qLCxUT0+P9uzZo8cee0xbtmzRxo0bh/CUAADAeTODsHr1anPhhReaSCRi2tvbTXx8vCkvL7fjb731lpFkAoGAMcaYHTt2mLi4OBMMBu2csrIy43a7TXd394BfNxQKGUkURVEURcVQoVDonO+x532PQU9Pjx5//HHdfPPNcjgcqq2tVW9vr/Lz8+2c7OxsZWVlKRAISJICgYBmzZolr9dr5xQUFCgcDqu+vv5TX6u7u1vhcDiqAADA0DvvYPDss8+qvb1d3//+9yVJwWBQCQkJSklJiZrn9XoVDAbtnI+HgjPjZ8Y+TWlpqTwej63MzMzzbRsAAHyG8w4Gv/jFL7Ro0SJNnjx5KPs5q5KSEoVCIVtNTU2f+2sCAPBl5DyfB7333nt68cUX9etf/9oe8/l86unpUXt7e9RVg5aWFvl8Pjtn7969Uc91ZtfCmTln43K55HK5zqdVAAAQg/O6YvDoo48qIyNDhYWF9ticOXMUHx+vyspKe6yhoUGNjY3y+/2SJL/fr/3796u1tdXOqaiokNvtVk5OzvmeAwAAGCoxbEIwxhjT399vsrKyzF133fWJsZUrV5qsrCxTVVVlampqjN/vN36/34739fWZ3Nxcs3DhQlNXV2d27dplJk6caEpKSmLqgV0JFEVRFBV7DWRXQszB4IUXXjCSTENDwyfGurq6zB133GEmTJhgkpKSzOLFi01zc3PUnKNHj5pFixaZxMREk56ebtavX296e3tj6oFgQFEURVGx10CCgcMYYzTKhMNheTyekW4DAIBRJRQKye12f+YcvisBAABYBAMAAGARDAAAgEUwAAAAFsEAAABYBAMAAGARDAAAgEUwAAAAFsEAAABYBAMAAGARDAAAgEUwAAAAFsEAAABYBAMAAGARDAAAgEUwAAAAFsEAAABYBAMAAGARDAAAgEUwAAAAFsEAAABYBAMAAGARDAAAgEUwAAAAFsEAAABYBAMAAGARDAAAgEUwAAAAFsEAAABYBAMAAGARDAAAgEUwAAAAFsEAAABYBAMAAGARDAAAgEUwAAAAFsEAAABYBAMAAGCNymBgjBnpFgAAGHUG8v45KoPBiRMnRroFAABGnY6OjnPOcQ5DH0MuNTVVktTY2CiPxzPC3Xw5hMNhZWZmqqmpSW63e6Tb+cJjvYcfaz68WO/hZYxRR0eHJk+efM65ozIYxMX9/4UOj8fDv1DDzO12s+bDiPUefqz58GK9h89A/0d6VP4qAQAAfD4IBgAAwBqVwcDlcunee++Vy+Ua6Va+NFjz4cV6Dz/WfHix3n+5HIa9fwAA4I9G5RUDAADw+SAYAAAAi2AAAAAsggEAALAIBgAAwBqVweCRRx7RtGnTNHbsWOXl5Wnv3r0j3dKoVFpaqiuuuELjx49XRkaGrr/+ejU0NETNOX36tIqLi5WWlqbk5GQtXbpULS0tUXMaGxtVWFiopKQkZWRkaMOGDerr6xvOUxmVNm3aJIfDoTVr1thjrPfQOnbsmL7zne8oLS1NiYmJmjVrlmpqauy4MUYbN27UpEmTlJiYqPz8fB06dCjqOdra2lRUVCS3262UlBTdcsst6uzsHO5TGRX6+/t1zz33aPr06UpMTNSFF16of/mXf4n64h7WfBQwo8zWrVtNQkKC+eUvf2nq6+vNrbfealJSUkxLS8tItzbqFBQUmEcffdS8+eabpq6uznzrW98yWVlZprOz085ZuXKlyczMNJWVlaampsZ8/etfN1dddZUd7+vrM7m5uSY/P9+88cYbZseOHSY9Pd2UlJSMxCmNGnv37jXTpk0zl1xyiVm9erU9znoPnba2NjN16lTz/e9/31RXV5t3333XvPDCC+bw4cN2zqZNm4zH4zHPPvus+f3vf2+uvfZaM336dNPV1WXnXHPNNebSSy81r732mvnd735nLrroIrNs2bKROKW/ePfff79JS0sz27dvN0eOHDHl5eUmOTnZ/PjHP7ZzWPO/fKMuGFx55ZWmuLjY/tzf328mT55sSktLR7CrL4bW1lYjyezevdsYY0x7e7uJj4835eXlds5bb71lJJlAIGCMMWbHjh0mLi7OBINBO6esrMy43W7T3d09vCcwSnR0dJgZM2aYiooKM3/+fBsMWO+hddddd5lvfOMbnzoeiUSMz+czDz30kD3W3t5uXC6Xeeqpp4wxxhw4cMBIMvv27bNzdu7caRwOhzl27Njn1/woVVhYaG6++eaoY0uWLDFFRUXGGNZ8tBhVv0ro6elRbW2t8vPz7bG4uDjl5+crEAiMYGdfDKFQSNKfvr2ytrZWvb29UeudnZ2trKwsu96BQECzZs2S1+u1cwoKChQOh1VfXz+M3Y8excXFKiwsjFpXifUeas8//7zmzp2rG264QRkZGZo9e7Z+/vOf2/EjR44oGAxGrbfH41FeXl7UeqekpGju3Ll2Tn5+vuLi4lRdXT18JzNKXHXVVaqsrNTBgwclSb///e/1yiuvaNGiRZJY89FiVH274ocffqj+/v6ovxQlyev16u233x6hrr4YIpGI1qxZo3nz5ik3N1eSFAwGlZCQoJSUlKi5Xq9XwWDQzjnbP48zY4i2detWvf7669q3b98nxljvofXuu++qrKxM69at0z/8wz9o3759+sEPfqCEhAQtX77crtfZ1vPj652RkRE17nQ6lZqaynqfxd13361wOKzs7GyNGTNG/f39uv/++1VUVCRJrPkoMaqCAT4/xcXFevPNN/XKK6+MdCtfWE1NTVq9erUqKio0duzYkW7nCy8SiWju3Ll64IEHJEmzZ8/Wm2++qc2bN2v58uUj3N0X09NPP60nnnhCTz75pC6++GLV1dVpzZo1mjx5Mms+ioyqXyWkp6drzJgxn7hLu6WlRT6fb4S6Gv1WrVql7du367e//a2mTJlij/t8PvX09Ki9vT1q/sfX2+fznfWfx5kx/Eltba1aW1t1+eWXy+l0yul0avfu3Xr44YfldDrl9XpZ7yE0adIk5eTkRB2bOXOmGhsbJf1pvT7r7xOfz6fW1tao8b6+PrW1tbHeZ7FhwwbdfffduummmzRr1ix997vf1dq1a1VaWiqJNR8tRlUwSEhI0Jw5c1RZWWmPRSIRVVZWyu/3j2Bno5MxRqtWrdIzzzyjqqoqTZ8+PWp8zpw5io+Pj1rvhoYGNTY22vX2+/3av39/1H/IFRUVcrvdn/hL+ctuwYIF2r9/v+rq6mzNnTtXRUVF9s+s99CZN2/eJ7bfHjx4UFOnTpUkTZ8+XT6fL2q9w+Gwqquro9a7vb1dtbW1dk5VVZUikYjy8vKG4SxGl1OnTikuLvptZcyYMYpEIpJY81FjpO9+jNXWrVuNy+UyW7ZsMQcOHDC33XabSUlJibpLGwNz++23G4/HY1566SXT3Nxs69SpU3bOypUrTVZWlqmqqjI1NTXG7/cbv99vx89sn1u4cKGpq6szu3btMhMnTmT73AB9fFeCMaz3UNq7d69xOp3m/vvvN4cOHTJPPPGESUpKMo8//rids2nTJpOSkmKee+4584c//MFcd911Z906N3v2bFNdXW1eeeUVM2PGDLbOfYrly5ebr3zlK3a74q9//WuTnp5u/v7v/97OYc3/8o26YGCMMT/5yU9MVlaWSUhIMFdeeaV57bXXRrqlUUnSWevRRx+1c7q6uswdd9xhJkyYYJKSkszixYtNc3Nz1PMcPXrULFq0yCQmJpr09HSzfv1609vbO8xnMzr9eTBgvYfWtm3bTG5urnG5XCY7O9v87Gc/ixqPRCLmnnvuMV6v17hcLrNgwQLT0NAQNefEiRNm2bJlJjk52bjdbrNixQrT0dExnKcxaoTDYbN69WqTlZVlxo4day644ALzj//4j1FbaVnzv3wOYz72kVQAAOBLbVTdYwAAAD5fBAMAAGARDAAAgEUwAAAAFsEAAABYBAMAAGARDAAAgEUwAAAAFsEAAABYBAMAAGARDAAAgPV/nFuK1dAxl0kAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# image[:,:,0] = cv.equalizeHist(image[:,:,0])\n",
    "# image[:,:,1] = cv.equalizeHist(image[:,:,1])\n",
    "# image[:,:,2] = cv.equalizeHist(image[:,:,2])\n",
    "showImage(image)\n",
    "showGrayImage((image[:,:,0]-image[:,:,1]))\n",
    "imageDiffRG = (image[:,:,0]-image[:,:,1])\n",
    "imageDiffRG[(image[:,:,0]-image[:,:,1] < 0)] = 0\n",
    "showGrayImage(imageDiffRG>70)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "fdd31380-d2fb-44cf-9c00-9d688bc2dbf3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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YYT09PdmMwe2K51gTJkywF154wXp7e62zs9NaWlrs7bfftt27d9v+/fstmUxab2+vHT9+3L7xjW+Yz+cb9JkpiqKoc6++3K7oMRt6byQnk0kFg8HBHmNIW7Vqlaqrq5WXl6fe3l51dnYqlUopNzdXw4YNk8fj0b59+/SXf/mXn3rHCABg6EgkEgoEAp/ak/WHD3F++OEPf6icnBwtX75cXq9XXq9Xubm58ng86uzs1P79+3XLLbfo/fffH+xRAQADiCsGn2MXXnihpkyZ4n4MsiT3566uLm3ZsmWQJwQA9CeuGOBTHTp0SIcOHRrsMQAAf0b4tcsAAMDhigHOqLCwUJdffrm7utDR0aHW1tZBngoA8FkgGOBjPB6PRowYoSuvvFK9vb3q7e3V/v37tXDhQnm9Xp04cULPPfec9u3bN9ijAgD6GW8l4GOGDx+uv/mbv5HP51M4HNZll12mr3zlK+6nIBYUFOi6665TWVmZvF7+CgHA+YR/1ZHB6/WqsLBQw4YN05gxY/TBBx8oNzdXl19+uTo7O3XixAn19PTI5/OpqKhIM2fO5McmA8B5hLcSkGHcuHG6+eablZeXp2AwqHA4rFQqpaNHj+rYsWPyeDzy+/0aMWKEpk+frra2Ng0bNky/+tWvBnt0AEA/IBggw6WXXqq8vDx5PB738ww6OjoUj8d19OhRSVJxcbG6u7u1c+dO5eTk6OKLLyYYAMB5gmCADF6vVx6Px/1SpRMnTqijo0NtbW1KpVKSpPb2dhUWFioej+vrX//6IE8MAOhPfMYAGbxer9LptLxer3p7e2VmSqVS8ng8amxs1L59+9Td3S2v16urr75aJSUl/HpmADiPEAzgDB8+XOPGjdOWLVt04MAB5eTkKC8vTz6fzwWGzs5OSXLhwcw0atQolZeXEw4A4DzAWwnI4PF4NH36dHm9XqVSKXV3d6u3t1epVEpf/vKXXZ/f75fP55PP59Phw4c1a9YsHT9+XDt27BjE6QEA54orBnA6Ojq0du1a7dy5U8lkUq+88orMTD6fT8OGDVNxcbGKi4uVl5cnScrJyVFOTo5CoZBycnLchxMBAEMXVwyQoaOjQ1u3btXFF1+sYDCoQCDg3ko49VZBKpVSfn6+CgsL3eNeffVVHT58eLDGBgD0E4IBPubkyZOKxWK65JJLlJeXp9zcXB0+fFh+v1/Dhw+Xz+eT3+9Xbm6uPB6PWltb1dzcrK6ursEeHQBwjngrAR/T1dWl559/Xm+99ZZ6e3vl8XgUj8eVk5OjoqIimZnMTJLU2dmp9evXq62tbZCnBgD0B64Y4LS6urr05ptv6u2331ZlZaXKysok/eFthJycHEmSmenw4cP8pkUAOI8QDPCJuru71d7ert/97ncaP368jhw5orq6OklyVw927NihdDo9yJMCAPoLwQBntG3bNh07dky///3vdeTIkcEeBwDwGSIY4IxOnjypt956a7DHAAAMAD58CAAAHIIBAABwCAYAAMAhGAAAAIdgAAAAHIIBAABwCAYAAMAhGAAAAIdgAAAAHIIBAABwCAYAAMAhGAAAAIdgAAAAnHMKBqtXr5bH49GyZcvcsc7OTlVVVWnUqFEqLCzUggUL1NbWlvG4lpYWVVZWqqCgQCUlJVq5cqVSqdS5jAIAAPrBWQeDbdu26T/+4z906aWXZhxfvny5XnzxRdXW1mrz5s167733NH/+fLfe29uryspKdXd3a8uWLXrqqae0du1arVq16uzPAgAA9A87Cx0dHTZp0iSrq6uzq6++2pYuXWpmZvF43HJzc622ttb17tmzxyRZNBo1M7MNGzaY1+u1WCzmetasWWOBQMC6urr69PqJRMIkURRFURSVRSUSiTN+jz2rKwZVVVWqrKxURUVFxvHGxkb19PRkHJ88ebJKS0sVjUYlSdFoVNOmTVMoFHI9c+bMUTKZ1K5du077el1dXUomkxkFAAD6ny/bB6xbt05vvfWWtm3b9rG1WCymvLw8FRUVZRwPhUKKxWKu56Oh4NT6qbXTqamp0YMPPpjtqAAAIEtZXTE4ePCgli5dqmeeeUbDhg37rGb6mOrqaiUSCVcHDx4csNcGAODzJKtg0NjYqPb2dl122WXy+Xzy+XzavHmzHnvsMfl8PoVCIXV3dysej2c8rq2tTeFwWJIUDoc/dpfCqa9P9fwpv9+vQCCQUQAAoP9lFQxmzZqlHTt2qKmpyVVZWZkWLlzo/pybm6v6+nr3mObmZrW0tCgSiUiSIpGIduzYofb2dtdTV1enQCCgKVOm9NNpAQCAs5LFzQin9dG7EszMFi9ebKWlpbZp0ybbvn27RSIRi0Qibj2VStnUqVNt9uzZ1tTUZBs3brTRo0dbdXV1n1+TuxIoiqIoKvvqy10JWX/48Ez+9V//VV6vVwsWLFBXV5fmzJmjf//3f3frOTk5Wr9+ve666y5FIhFdcMEFWrRokf7xH/+xv0cBAABZ8piZDfYQ2UomkwoGg4M9BgAAQ0oikTjj5/T4XQkAAMAhGAAAAIdgAAAAHIIBAABwCAYAAMAhGAAAAIdgAAAAHIIBAABwCAYAAMAhGAAAAIdgAAAAHIIBAABwCAYAAMAhGAAAAIdgAAAAHIIBAABwCAYAAMAhGAAAAIdgAAAAHIIBAABwCAYAAMAhGAAAAIdgAAAAHIIBAABwCAYAAMAhGAAAAIdgAAAAHIIBAABwCAYAAMAhGAAAAIdgAAAAHIIBAABwCAYAAMAhGAAAAIdgAAAAnKyCwfe+9z15PJ6Mmjx5slvv7OxUVVWVRo0apcLCQi1YsEBtbW0Zz9HS0qLKykoVFBSopKREK1euVCqV6p+zAQAA58SX7QMuueQS/fKXv/zjE/j++BTLly/XL37xC9XW1ioYDGrJkiWaP3++3njjDUlSb2+vKisrFQ6HtWXLFrW2tuqWW25Rbm6uHn744X44HQAAcE4sCw888IBNnz79tGvxeNxyc3OttrbWHduzZ49Jsmg0amZmGzZsMK/Xa7FYzPWsWbPGAoGAdXV19XmORCJhkiiKoiiKyqISicQZv8dm/RmDvXv3auzYsfrCF76ghQsXqqWlRZLU2Nionp4eVVRUuN7JkyertLRU0WhUkhSNRjVt2jSFQiHXM2fOHCWTSe3atesTX7Orq0vJZDKjAABA/8sqGJSXl2vt2rXauHGj1qxZowMHDujrX/+6Ojo6FIvFlJeXp6KioozHhEIhxWIxSVIsFssIBafWT619kpqaGgWDQVfjx4/PZmwAANBHWX3GYO7cue7Pl156qcrLyzVhwgT99Kc/VX5+fr8Pd0p1dbXuuece93UymSQcAADwGTin2xWLior05S9/Wfv27VM4HFZ3d7fi8XhGT1tbm8LhsCQpHA5/7C6FU1+f6jkdv9+vQCCQUQAAoP+dUzA4duyYfve732nMmDGaOXOmcnNzVV9f79abm5vV0tKiSCQiSYpEItqxY4fa29tdT11dnQKBgKZMmXIuowAAgP7Q51sBzGzFihX26quv2oEDB+yNN96wiooKKy4utvb2djMzW7x4sZWWltqmTZts+/btFolELBKJuMenUimbOnWqzZ4925qammzjxo02evRoq66uzmYM7kqgKIqiqLOovtyVkFUwuOGGG2zMmDGWl5dnF154od1www22b98+t37y5Em7++67bcSIEVZQUGDz5s2z1tbWjOd49913be7cuZafn2/FxcW2YsUK6+npyWYMggFFURRFnUX1JRh4zMw0xCSTSQWDwcEeAwCAISWRSJzxc3r8rgQAAOAQDAAAgEMwAAAADsEAAAA4BAMAAOAQDAAAgEMwAAAADsEAAAA4BAMAAOAQDAAAgEMwAAAADsEAAAA4BAMAAOAQDAAAgEMwAAAADsEAAAA4BAMAAOAQDAAAgEMwAAAADsEAAAA4BAMAAOAQDAAAgEMwAAAADsEAAAA4BAMAAOAQDAAAgEMwAAAADsEAAAA4BAMAAOAQDAAAgEMwAAAADsEAAAA4BAMAAOAQDAAAgEMwAAAATtbB4NChQ/rmN7+pUaNGKT8/X9OmTdP27dvduplp1apVGjNmjPLz81VRUaG9e/dmPMfRo0e1cOFCBQIBFRUV6fbbb9exY8fO/WwAAMA5ySoYfPDBB7rqqquUm5url156Sbt379a//Mu/aMSIEa7nkUce0WOPPaYnnnhCDQ0NuuCCCzRnzhx1dna6noULF2rXrl2qq6vT+vXr9dprr+nOO+/sv7MCAABnx7Jw77332te+9rVPXE+n0xYOh+3RRx91x+LxuPn9fnv22WfNzGz37t0mybZt2+Z6XnrpJfN4PHbo0KE+zZFIJEwSRVEURVFZVCKROOP32KyuGLzwwgsqKyvT9ddfr5KSEs2YMUM//vGP3fqBAwcUi8VUUVHhjgWDQZWXlysajUqSotGoioqKVFZW5noqKirk9XrV0NBw2tft6upSMpnMKAAA0P+yCgb79+/XmjVrNGnSJL388su666679N3vfldPPfWUJCkWi0mSQqFQxuNCoZBbi8ViKikpyVj3+XwaOXKk6/lTNTU1CgaDrsaPH5/N2AAAoI+yCgbpdFqXXXaZHn74Yc2YMUN33nmn7rjjDj3xxBOf1XySpOrqaiUSCVcHDx78TF8PAIDPq6yCwZgxYzRlypSMYxdffLFaWlokSeFwWJLU1taW0dPW1ubWwuGw2tvbM9ZTqZSOHj3qev6U3+9XIBDIKAAA0P+yCgZXXXWVmpubM4698847mjBhgiRp4sSJCofDqq+vd+vJZFINDQ2KRCKSpEgkong8rsbGRtezadMmpdNplZeXn/WJAACAftCn2wA+tHXrVvP5fPbQQw/Z3r177ZlnnrGCggJ7+umnXc/q1autqKjIfv7zn9tvf/tbu/baa23ixIl28uRJ13PNNdfYjBkzrKGhwV5//XWbNGmS3XTTTX2eg7sSKIqiKCr76stdCVkFAzOzF1980aZOnWp+v98mT55sP/rRjzLW0+m03X///RYKhczv99usWbOsubk5o+fIkSN20003WWFhoQUCAbv11luto6OjzzMQDCiKoigq++pLMPCYmWmISSaTCgaDgz0GAABDSiKROOPn9PhdCQAAwCEYAAAAh2AAAAAcggEAAHAIBgAAwCEYAAAAh2AAAAAcggEAAHAIBgAAwCEYAAAAh2AAAAAcggEAAHAIBgAAwCEYAAAAh2AAAAAcggEAAHAIBgAAwCEYAAAAh2AAAAAcggEAAHAIBgAAwCEYAAAAh2AAAAAcggEAAHAIBgAAwCEYAAAAh2AAAAAcggEAAHAIBgAAwCEYAAAAh2AAAAAcggEAAHAIBgAAwCEYAAAAh2AAAACcrILBRRddJI/H87GqqqqSJHV2dqqqqkqjRo1SYWGhFixYoLa2toznaGlpUWVlpQoKClRSUqKVK1cqlUr13xkBAICzllUw2LZtm1pbW13V1dVJkq6//npJ0vLly/Xiiy+qtrZWmzdv1nvvvaf58+e7x/f29qqyslLd3d3asmWLnnrqKa1du1arVq3qx1MCAABnzc7B0qVL7Ytf/KKl02mLx+OWm5trtbW1bn3Pnj0myaLRqJmZbdiwwbxer8ViMdezZs0aCwQC1tXV1efXTSQSJomiKIqiqCwqkUic8XvsWX/GoLu7W08//bRuu+02eTweNTY2qqenRxUVFa5n8uTJKi0tVTQalSRFo1FNmzZNoVDI9cyZM0fJZFK7du36xNfq6upSMpnMKAAA0P/OOhg8//zzisfj+va3vy1JisViysvLU1FRUUZfKBRSLBZzPR8NBafWT619kpqaGgWDQVfjx48/27EBAMCnOOtg8F//9V+aO3euxo4d25/znFZ1dbUSiYSrgwcPfuavCQDA55HvbB70+9//Xr/85S/1s5/9zB0Lh8Pq7u5WPB7PuGrQ1tamcDjserZu3ZrxXKfuWjjVczp+v19+v/9sRgUAAFk4qysGTz75pEpKSlRZWemOzZw5U7m5uaqvr3fHmpub1dLSokgkIkmKRCLasWOH2tvbXU9dXZ0CgYCmTJlytucAAAD6SxY3IZiZWW9vr5WWltq99977sbXFixdbaWmpbdq0ybZv326RSMQikYhbT6VSNnXqVJs9e7Y1NTXZxo0bbfTo0VZdXZ3VDNyVQFEURVHZV1/uSsg6GLz88ssmyZqbmz+2dvLkSbv77rttxIgRVlBQYPPmzbPW1taMnnfffdfmzp1r+fn5VlxcbCtWrLCenp6sZiAYUBRFUVT21Zdg4DEz0xCTTCYVDAYHewwAAIaURCKhQCDwqT38rgQAAOAQDAAAgEMwAAAADsEAAAA4BAMAAOAQDAAAgEMwAAAADsEAAAA4BAMAAOAQDAAAgEMwAAAADsEAAAA4BAMAAOAQDAAAgEMwAAAADsEAAAA4BAMAAOAQDAAAgEMwAAAADsEAAAA4BAMAAOAQDAAAgEMwAAAADsEAAAA4BAMAAOAQDAAAgEMwAAAADsEAAAA4BAMAAOAQDAAAgEMwAAAADsEAAAA4BAMAAOAQDAAAgEMwAAAADsEAAAA4BAMAAOAQDAAAgDMkg4GZDfYIAAAMOX35/jkkg8GRI0cGewQAAIacjo6OM/b4BmCOfjdy5EhJUktLi4LB4CBP8/mQTCY1fvx4HTx4UIFAYLDHOe+x3wOPPR9Y7PfAMjN1dHRo7NixZ+wdksHA6/3DhY5gMMhfqAEWCATY8wHEfg889nxgsd8Dp6//R3pIvpUAAAA+GwQDAADgDMlg4Pf79cADD8jv9w/2KJ8b7PnAYr8HHns+sNjvP18e494/AADwoSF5xQAAAHw2CAYAAMAhGAAAAIdgAAAAHIIBAABwhmQwePzxx3XRRRdp2LBhKi8v19atWwd7pCGppqZGl19+uYYPH66SkhJdd911am5uzujp7OxUVVWVRo0apcLCQi1YsEBtbW0ZPS0tLaqsrFRBQYFKSkq0cuVKpVKpgTyVIWn16tXyeDxatmyZO8Z+969Dhw7pm9/8pkaNGqX8/HxNmzZN27dvd+tmplWrVmnMmDHKz89XRUWF9u7dm/EcR48e1cKFCxUIBFRUVKTbb79dx44dG+hTGRJ6e3t1//33a+LEicrPz9cXv/hF/dM//VPGL+5hz4cAG2LWrVtneXl59t///d+2a9cuu+OOO6yoqMja2toGe7QhZ86cOfbkk0/azp07rampyf7qr/7KSktL7dixY65n8eLFNn78eKuvr7ft27fblVdeaV/96lfdeiqVsqlTp1pFRYX9+te/tg0bNlhxcbFVV1cPxikNGVu3brWLLrrILr30Ulu6dKk7zn73n6NHj9qECRPs29/+tjU0NNj+/fvt5Zdftn379rme1atXWzAYtOeff95+85vf2F//9V/bxIkT7eTJk67nmmuusenTp9ubb75pv/rVr+xLX/qS3XTTTYNxSn/2HnroIRs1apStX7/eDhw4YLW1tVZYWGg/+MEPXA97/udvyAWDK664wqqqqtzXvb29NnbsWKupqRnEqc4P7e3tJsk2b95sZmbxeNxyc3OttrbW9ezZs8ckWTQaNTOzDRs2mNfrtVgs5nrWrFljgUDAurq6BvYEhoiOjg6bNGmS1dXV2dVXX+2CAfvdv+6991772te+9onr6XTawuGwPfroo+5YPB43v99vzz77rJmZ7d692yTZtm3bXM9LL71kHo/HDh069NkNP0RVVlbabbfdlnFs/vz5tnDhQjNjz4eKIfVWQnd3txobG1VRUeGOeb1eVVRUKBqNDuJk54dEIiHpj7+9srGxUT09PRn7PXnyZJWWlrr9jkajmjZtmkKhkOuZM2eOksmkdu3aNYDTDx1VVVWqrKzM2FeJ/e5vL7zwgsrKynT99derpKREM2bM0I9//GO3fuDAAcVisYz9DgaDKi8vz9jvoqIilZWVuZ6Kigp5vV41NDQM3MkMEV/96ldVX1+vd955R5L0m9/8Rq+//rrmzp0riT0fKobUb1c8fPiwent7M/5RlKRQKKS33357kKY6P6TTaS1btkxXXXWVpk6dKkmKxWLKy8tTUVFRRm8oFFIsFnM9p/vvcWoNmdatW6e33npL27Zt+9ga+92/9u/frzVr1uiee+7R3/3d32nbtm367ne/q7y8PC1atMjt1+n286P7XVJSkrHu8/k0cuRI9vs07rvvPiWTSU2ePFk5OTnq7e3VQw89pIULF0oSez5EDKlggM9OVVWVdu7cqddff32wRzlvHTx4UEuXLlVdXZ2GDRs22OOc99LptMrKyvTwww9LkmbMmKGdO3fqiSee0KJFiwZ5uvPTT3/6Uz3zzDP6yU9+oksuuURNTU1atmyZxo4dy54PIUPqrYTi4mLl5OR87FPabW1tCofDgzTV0LdkyRKtX79er7zyisaNG+eOh8NhdXd3Kx6PZ/R/dL/D4fBp/3ucWsMfNTY2qr29XZdddpl8Pp98Pp82b96sxx57TD6fT6FQiP3uR2PGjNGUKVMyjl188cVqaWmR9Mf9+rR/T8LhsNrb2zPWU6mUjh49yn6fxsqVK3Xffffpxhtv1LRp0/Stb31Ly5cvV01NjST2fKgYUsEgLy9PM2fOVH19vTuWTqdVX1+vSCQyiJMNTWamJUuW6LnnntOmTZs0ceLEjPWZM2cqNzc3Y7+bm5vV0tLi9jsSiWjHjh0Z/0Ouq6tTIBD42D/Kn3ezZs3Sjh071NTU5KqsrEwLFy50f2a/+89VV131sdtv33nnHU2YMEGSNHHiRIXD4Yz9TiaTamhoyNjveDyuxsZG17Np0yal02mVl5cPwFkMLSdOnJDXm/ltJScnR+l0WhJ7PmQM9qcfs7Vu3Trz+/22du1a2717t915551WVFSU8Slt9M1dd91lwWDQXn31VWttbXV14sQJ17N48WIrLS21TZs22fbt2y0SiVgkEnHrp26fmz17tjU1NdnGjRtt9OjR3D7XRx+9K8GM/e5PW7duNZ/PZw899JDt3bvXnnnmGSsoKLCnn37a9axevdqKiors5z//uf32t7+1a6+99rS3zs2YMcMaGhrs9ddft0mTJnHr3CdYtGiRXXjhhe52xZ/97GdWXFxsf/u3f+t62PM/f0MuGJiZ/du//ZuVlpZaXl6eXXHFFfbmm28O9khDkqTT1pNPPul6Tp48aXfffbeNGDHCCgoKbN68edba2prxPO+++67NnTvX8vPzrbi42FasWGE9PT0DfDZD058GA/a7f7344os2depU8/v9NnnyZPvRj36UsZ5Op+3++++3UChkfr/fZs2aZc3NzRk9R44csZtuuskKCwstEAjYrbfeah0dHQN5GkNGMpm0pUuXWmlpqQ0bNsy+8IUv2N///d9n3ErLnv/585h95EdSAQCAz7Uh9RkDAADw2SIYAAAAh2AAAAAcggEAAHAIBgAAwCEYAAAAh2AAAAAcggEAAHAIBgAAwCEYAAAAh2AAAACc/wd/o47FbBYzcQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "redLaserHSVLower1 = np.array([120,0,200])\n",
    "redLaserHSVUpper1 = np.array([180,255,255])\n",
    "redLaserHSVLower2 = np.array([120,0,25])\n",
    "redLaserHSVUpper2 = np.array([180,255,100])\n",
    "image = getImage()\n",
    "image = cropToRequiredSize(image)\n",
    "# image[:,:,0] = cv.equalizeHist(image[:,:,0])\n",
    "# image[:,:,1] = cv.equalizeHist(image[:,:,1])\n",
    "# image[:,:,2] = cv.equalizeHist(image[:,:,2])\n",
    "imageHSV = cv.cvtColor(image,cv.COLOR_BGR2HSV)\n",
    "# 直方图均衡化\n",
    "# imageHSV[:,:,1] = cv.equalizeHist(imageHSV[:,:,1])\n",
    "imageHSV[:,:,2] = cv.equalizeHist(imageHSV[:,:,2])\n",
    "\n",
    "imageMask1 = cv.inRange(imageHSV,redLaserHSVLower1,redLaserHSVUpper1)\n",
    "imageMask2 = cv.inRange(imageHSV,redLaserHSVLower2,redLaserHSVUpper2)\n",
    "imageMask = cv.bitwise_or(imageMask1,imageMask2)\n",
    "kernel = np.ones((3,3))\n",
    "imageMask = cv.morphologyEx(imageMask,cv.MORPH_CLOSE,kernel)\n",
    "imageMask = cv.morphologyEx(imageMask,cv.MORPH_OPEN,kernel)\n",
    "imageMomentsL = cv.moments(imageMask,False)\n",
    "\n",
    "showGrayImage(imageHSV[:,:,0])\n",
    "showGrayImage(imageHSV[:,:,1])\n",
    "showGrayImage(imageHSV[:,:,2])\n",
    "showGrayImage(imageMask1)\n",
    "showGrayImage(imageMask2)\n",
    "showGrayImage(imageMask)\n",
    "# imageMomentsL['m10']/imageMomentsL['m00'],imageMomentsL['m01']/imageMomentsL['m00']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "01a9229d",
   "metadata": {},
   "outputs": [],
   "source": [
    "relu = lambda x: x if x > 0 else 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "5b7f54fc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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BALgjLgAAd8QFAOCOuAAA3BEXAIA74gIAcEdcAADuiAsAwB1xAQC4Iy4AAHfEBQDgjrgAANwRFwCAO+ICAHBHXAAA7ogLAMAdcQEAuCMuAAB3xAUA4I64AADcERcAgDviAgBwR1wAAO6ICwDAHXEBALgjLgAAd8QFAOCOuAAA3BEXAIA74gIAcEdcAADuiAsAwB1xAQC4Iy4AAHfEBQDgjrgAANwRFwCAO+ICAHBHXAAA7ogLAMAdcQEAuCMuAAB3xAUA4I64AADcERcAgDviAgBwR1wAAO6ICwDAHXEBALgjLgAAd8QFAOCOuAAA3BEXAIA74gIAcEdcAADuiAsAwB1xAQC4c49LX1+fHnroIeXm5io1NVUzZ87UI488ooGBgWDGzLRhwwZlZ2crNTVVCxcu1KFDh+Jep6enR2VlZcrIyFBaWpqWLl2qY8eOeW8XADAczNmjjz5qU6ZMsZdfftmam5vthRdesEsuucSeeOKJYKaystLS09PtxRdftKamJrvjjjssKyvLYrFYMFNSUmLTpk2z2tpaa2hosBtvvNFmz55tfX19Q9pHNBo1SSwWi8VyXtFo9IJ/BrvHZcmSJXb33XfHHbvtttts+fLlZmY2MDBgkUjEKisrg/OnT5+2cDhsW7duNTOz48ePW3JyslVVVQUzbW1tlpiYaDU1NUPaB3FhsVis4VlDiYv7P4vNnz9fr776qo4cOSJJeuedd7R7927dcsstkqTm5mZ1dHSosLAw+J5QKKSCggLt2bNHklRfX68zZ87EzWRnZysvLy+YOVtPT49isVjcAgCMjCTvF1yzZo2i0ahmzZqlcePGqb+/Xxs3blRxcbEkqaOjQ5KUmZkZ932ZmZk6evRoMJOSkqJJkyYNmvn0+89WUVGhhx9+2PvtAAC+APc7l+eff17bt2/Xc889p4aGBj3zzDP61a9+pWeeeSZuLiEhIe5rMxt07Gznm1m3bp2i0WiwWltbv9wbAQB8Ye53Lvfff7/Wrl2rO++8U5J05ZVX6ujRo6qoqNDKlSsViUQk/ffuJCsrK/i+zs7O4G4mEomot7dXXV1dcXcvnZ2dmjdv3mf+uqFQSKFQyPvtAAC+APc7l5MnTyoxMf5lx40bFzyKnJubq0gkotra2uB8b2+v6urqgnDk5+crOTk5bqa9vV0HDx48Z1wAABeRIT169TmsXLnSpk2bFjyKXF1dbRkZGfbAAw8EM5WVlRYOh626utqampqsuLj4Mx9FzsnJsV27dllDQ4MtWrSIR5FZLBbrIlgj8ihyLBazVatW2aWXXmrjx4+3mTNn2oMPPmg9PT3BzMDAgK1fv94ikYiFQiFbsGCBNTU1xb3OqVOnrLS01CZPnmypqalWVFRkLS0tQ94HcWGxWKzhWUOJS4KZmUahWCymcDg80tsAgFEnGo1q4sSJ553hZ4sBANwRFwCAO+ICAHBHXAAA7ogLAMAdcQEAuCMuAAB3xAUA4I64AADcERcAgDviAgBwR1wAAO6ICwDAHXEBALgjLgAAd8QFAOCOuAAA3BEXAIA74gIAcEdcAADuiAsAwB1xAQC4Iy4AAHfEBQDgjrgAANwRFwCAO+ICAHBHXAAA7ogLAMAdcQEAuCMuAAB3xAUA4I64AADcERcAgDviAgBwR1wAAO6ICwDAHXEBALgjLgAAd8QFAOCOuAAA3BEXAIA74gIAcEdcAADuiAsAwB1xAQC4Iy4AAHfEBQDgjrgAANwRFwCAO+ICAHBHXAAA7ogLAMAdcQEAuCMuAAB3xAUA4I64AADcfe64/P3vf9cPf/hDZWdnKyEhQX/+85/jzpuZNmzYoOzsbKWmpmrhwoU6dOhQ3ExPT4/KysqUkZGhtLQ0LV26VMeOHYub6erq0ooVKxQOhxUOh7VixQodP378c79BAMBX73PH5ZNPPtHs2bO1efPmzzz/+OOPa9OmTdq8ebP279+vSCSixYsXq7u7O5gpLy/Xjh07VFVVpd27d+vEiRMqKipSf39/MPPjH/9YjY2NqqmpUU1NjRobG7VixYov8BYBAF85+xIk2Y4dO4KvBwYGLBKJWGVlZXDs9OnTFg6HbevWrWZmdvz4cUtOTraqqqpgpq2tzRITE62mpsbMzA4fPmyS7K233gpm9u7da5LsH//4x5D2Fo1GTRKLxWKxnFc0Gr3gn8Gun7k0Nzero6NDhYWFwbFQKKSCggLt2bNHklRfX68zZ87EzWRnZysvLy+Y2bt3r8LhsK677rpg5jvf+Y7C4XAwc7aenh7FYrG4BQAYGa5x6ejokCRlZmbGHc/MzAzOdXR0KCUlRZMmTTrvzNSpUwe9/tSpU4OZs1VUVASfz4TDYU2fPv1Lvx8AwBczLE+LJSQkxH1tZoOOne3smc+aP9/rrFu3TtFoNFitra1fYOcAAA+ucYlEIpI06O6is7MzuJuJRCLq7e1VV1fXeWf+/e9/D3r9//znP4Puij4VCoU0ceLEuAUAGBmuccnNzVUkElFtbW1wrLe3V3V1dZo3b54kKT8/X8nJyXEz7e3tOnjwYDBz/fXXKxqNat++fcHM22+/rWg0GswAAC5iQ3r06n90d3fbgQMH7MCBAybJNm3aZAcOHLCjR4+amVllZaWFw2Grrq62pqYmKy4utqysLIvFYsFrlJSUWE5Oju3atcsaGhps0aJFNnv2bOvr6wtmvv/979tVV11le/futb1799qVV15pRUVFQ94nT4uxWCzW8KyhPC32uePy+uuvf+YvtnLlSjP77+PI69evt0gkYqFQyBYsWGBNTU1xr3Hq1CkrLS21yZMnW2pqqhUVFVlLS0vczEcffWTLli2z9PR0S09Pt2XLlllXV9eQ90lcWCwWa3jWUOKSYGamUSgWiykcDo/0NgBg1IlGoxf8XJufLQYAcEdcAADuiAsAwB1xAQC4Iy4AAHfEBQDgjrgAANwRFwCAO+ICAHBHXAAA7ogLAMAdcQEAuCMuAAB3xAUA4I64AADcERcAgDviAgBwR1wAAO6ICwDA3aiNi5mN9BYAYFQayp+vozYuH3300UhvAQBGpe7u7gvOJH0F+xgRkydPliS1tLQoHA6P8G4uDrFYTNOnT1dra6smTpw40tsZcVyPwbgm8bge8cxM3d3dys7OvuDsqI1LYuJ/b8rC4TC/Kc4yceJErsn/4HoMxjWJx/X4P0P9y/qo/WcxAMDIIS4AAHejNi6hUEjr169XKBQa6a1cNLgm8bgeg3FN4nE9vrgE45ldAICzUXvnAgAYOcQFAOCOuAAA3BEXAIA74gIAcDdq4/Lkk08qNzdX48ePV35+vt58882R3tKwqKio0LXXXqv09HRNnTpVt956q9577724GTPThg0blJ2drdTUVC1cuFCHDh2Km+np6VFZWZkyMjKUlpampUuX6tixY1/lWxkWFRUVSkhIUHl5eXBsrF2PtrY2LV++XFOmTNGECRN09dVXq76+Pjg/1q5HX1+fHnroIeXm5io1NVUzZ87UI488ooGBgWBmrF2TYWGjUFVVlSUnJ9tTTz1lhw8ftlWrVllaWpodPXp0pLfm7nvf+549/fTTdvDgQWtsbLQlS5bYpZdeaidOnAhmKisrLT093V588UVramqyO+64w7KysiwWiwUzJSUlNm3aNKutrbWGhga78cYbbfbs2dbX1zcSb8vFvn377Jvf/KZdddVVtmrVquD4WLoeH3/8sc2YMcN+8pOf2Ntvv23Nzc22a9cu++c//xnMjKXrYWb26KOP2pQpU+zll1+25uZme+GFF+ySSy6xJ554IpgZa9dkOIzKuHz729+2kpKSuGOzZs2ytWvXjtCOvjqdnZ0myerq6szMbGBgwCKRiFVWVgYzp0+ftnA4bFu3bjUzs+PHj1tycrJVVVUFM21tbZaYmGg1NTVf7Rtw0t3dbZdddpnV1tZaQUFBEJexdj3WrFlj8+fPP+f5sXY9zMyWLFlid999d9yx2267zZYvX25mY/OaDIdR989ivb29qq+vV2FhYdzxwsJC7dmzZ4R29dWJRqOS/u+nQjc3N6ujoyPueoRCIRUUFATXo76+XmfOnImbyc7OVl5e3tf2mt17771asmSJbr755rjjY+167Ny5U3PnztXtt9+uqVOnas6cOXrqqaeC82PtekjS/Pnz9eqrr+rIkSOSpHfeeUe7d+/WLbfcImlsXpPhMOp+KvKHH36o/v5+ZWZmxh3PzMxUR0fHCO3qq2FmWr16tebPn6+8vDxJCt7zZ12Po0ePBjMpKSmaNGnSoJmv4zWrqqpSQ0OD9u/fP+jcWLseH3zwgbZs2aLVq1frl7/8pfbt26f77rtPoVBId91115i7HpK0Zs0aRaNRzZo1S+PGjVN/f782btyo4uJiSWPv98hwGXVx+VRCQkLc12Y26NhoU1paqnfffVe7d+8edO6LXI+v4zVrbW3VqlWr9Morr2j8+PHnnBsr12NgYEBz587VY489JkmaM2eODh06pC1btuiuu+4K5sbK9ZCk559/Xtu3b9dzzz2nb33rW2psbFR5ebmys7O1cuXKYG4sXZPhMOr+WSwjI0Pjxo0b9LeHzs7OQX8TGU3Kysq0c+dOvf7668rJyQmORyIRSTrv9YhEIurt7VVXV9c5Z74u6uvr1dnZqfz8fCUlJSkpKUl1dXX67W9/q6SkpOD9jJXrkZWVpSuuuCLu2OWXX66WlhZJY+/3hyTdf//9Wrt2re68805deeWVWrFihX7xi1+ooqJC0ti8JsNh1MUlJSVF+fn5qq2tjTteW1urefPmjdCuho+ZqbS0VNXV1XrttdeUm5sbdz43N1eRSCTuevT29qquri64Hvn5+UpOTo6baW9v18GDB7921+ymm25SU1OTGhsbgzV37lwtW7ZMjY2Nmjlz5pi6HjfccMOgR9OPHDmiGTNmSBp7vz8k6eTJk8H/TPBT48aNCx5FHovXZFiM0IMEw+rTR5F///vf2+HDh628vNzS0tLsX//610hvzd0999xj4XDY3njjDWtvbw/WyZMng5nKykoLh8NWXV1tTU1NVlxc/JmPVebk5NiuXbusoaHBFi1aNGoeq/zfp8XMxtb12LdvnyUlJdnGjRvt/ffft2effdYmTJhg27dvD2bG0vUwM1u5cqVNmzYteBS5urraMjIy7IEHHghmxto1GQ6jMi5mZr/73e9sxowZlpKSYtdcc03waO5oI+kz19NPPx3MDAwM2Pr16y0SiVgoFLIFCxZYU1NT3OucOnXKSktLbfLkyZaammpFRUXW0tLyFb+b4XF2XMba9XjppZcsLy/PQqGQzZo1y7Zt2xZ3fqxdj1gsZqtWrbJLL73Uxo8fbzNnzrQHH3zQenp6gpmxdk2GA/8/FwCAu1H3mQsAYOQRFwCAO+ICAHBHXAAA7ogLAMAdcQEAuCMuAAB3xAUA4I64AADcERcAgDviAgBw9/8AqnCdXjN9+iUAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "ename": "ZeroDivisionError",
     "evalue": "float division by zero",
     "output_type": "error",
     "traceback": [
      "\u001b[31m---------------------------------------------------------------------------\u001b[39m",
      "\u001b[31mZeroDivisionError\u001b[39m                         Traceback (most recent call last)",
      "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[9]\u001b[39m\u001b[32m, line 16\u001b[39m\n\u001b[32m     13\u001b[39m \u001b[38;5;66;03m# print(np.int8(diffRGImage>100))\u001b[39;00m\n\u001b[32m     14\u001b[39m \u001b[38;5;66;03m# showGrayImage(imageBinRG)\u001b[39;00m\n\u001b[32m     15\u001b[39m imageMomentsL = cv.moments(diffRGImage,\u001b[38;5;28;01mFalse\u001b[39;00m)\n\u001b[32m---> \u001b[39m\u001b[32m16\u001b[39m \u001b[43mimageMomentsL\u001b[49m\u001b[43m[\u001b[49m\u001b[33;43m'\u001b[39;49m\u001b[33;43mm10\u001b[39;49m\u001b[33;43m'\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m/\u001b[49m\u001b[43mimageMomentsL\u001b[49m\u001b[43m[\u001b[49m\u001b[33;43m'\u001b[39;49m\u001b[33;43mm00\u001b[39;49m\u001b[33;43m'\u001b[39;49m\u001b[43m]\u001b[49m,imageMomentsL[\u001b[33m'\u001b[39m\u001b[33mm01\u001b[39m\u001b[33m'\u001b[39m]/imageMomentsL[\u001b[33m'\u001b[39m\u001b[33mm00\u001b[39m\u001b[33m'\u001b[39m]\n",
      "\u001b[31mZeroDivisionError\u001b[39m: float division by zero"
     ]
    }
   ],
   "source": [
    "image = getImage()\n",
    "image = cropToRequiredSize(image)\n",
    "showImage(image)\n",
    "diffRGImage = np.uint8(np.array(image[:,:,0],dtype=np.int16)-np.array(image[:,:,1],dtype=np.int16) > 75)\n",
    "diffGRImage = np.uint8(np.array(image[:,:,1],dtype=np.int16)-np.array(image[:,:,0],dtype=np.int16) > 60)\n",
    "kernel1 = np.ones((9,9))\n",
    "diffRGImage = cv.morphologyEx(diffRGImage,cv.MORPH_OPEN,kernel1)\n",
    "diffRGImage = cv.morphologyEx(diffRGImage,cv.MORPH_CLOSE,kernel1)\n",
    "\n",
    "# imageBinRG = cv.adaptiveThreshold(diffRGImage,255,cv.ADAPTIVE_THRESH_GAUSSIAN_C,cv.THRESH_BINARY,101,10)\n",
    "showGrayImage(diffRGImage)\n",
    "showGrayImage(diffGRImage)\n",
    "# print(np.int8(diffRGImage>100))\n",
    "# showGrayImage(imageBinRG)\n",
    "imageMomentsL = cv.moments(diffRGImage,False)\n",
    "imageMomentsL['m10']/imageMomentsL['m00'],imageMomentsL['m01']/imageMomentsL['m00']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "af91eca8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 寻找黑色边缘\n",
    "image = getImage()\n",
    "image = cropToRequiredSize(image)\n",
    "imageGray = cv.cvtColor(image,cv.COLOR_RGB2GRAY)\n",
    "imageBin = cv.adaptiveThreshold(imageGray,255,cv.ADAPTIVE_THRESH_GAUSSIAN_C,cv.THRESH_BINARY_INV,101,15)\n",
    "imageFiltered = cv.GaussianBlur(imageBin,(5,5),0)\n",
    "kernel1 = np.ones((30,30))\n",
    "kernel2 = np.ones((10,10))\n",
    "imageFiltered = cv.morphologyEx(imageBin,cv.MORPH_OPEN,kernel2)\n",
    "imageFiltered = cv.morphologyEx(imageFiltered,cv.MORPH_CLOSE,kernel1)\n",
    "\n",
    "\n",
    "showGrayImage(imageFiltered)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "5ecb0263-f4b6-4b85-83d6-e20f4748db3a",
   "metadata": {},
   "outputs": [],
   "source": [
    "def relativeAngle(p1,p0):\n",
    "    return math.atan2(p1[1]-p0[1],p1[0]-p0[0])\n",
    "def relativeDistance(p1,p0):\n",
    "    return ((p1[1]-p0[1])**2 + (p1[0]-p0[0])**2)**0.5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "0b4e7c06-3fc1-47ee-8758-8498528ff16f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[[ 1, -1, -1, -1],\n",
       "        [ 3,  0,  2, -1],\n",
       "        [-1, -1, -1,  1],\n",
       "        [ 4,  1, -1, -1],\n",
       "        [ 5,  3, -1, -1],\n",
       "        [ 6,  4, -1, -1],\n",
       "        [ 7,  5, -1, -1],\n",
       "        [ 8,  6, -1, -1],\n",
       "        [-1,  7, -1, -1]]], dtype=int32)"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 寻找内边缘和其对应的外边缘\n",
    "contours,hierarchy = cv.findContours(imageFiltered,cv.RETR_CCOMP, cv.CHAIN_APPROX_SIMPLE)\n",
    "# 先找到一个不隶属于任何多边形的最大的多边形\n",
    "maxIndepContourIndex = 0\n",
    "maxIndepContourArea = 0\n",
    "for i in range(len(contours)):\n",
    "    area = cv.contourArea(contours[i])\n",
    "    if area > maxIndepContourArea and (hierarchy[0][i][3]==-1):\n",
    "        maxIndepContourArea = area\n",
    "        maxIndepContourIndex = i\n",
    "# 由这个多边形去找内多边形，也就是First Child\n",
    "outerContour = contours[maxIndepContourIndex]\n",
    "firstChildIndex = hierarchy[0][maxIndepContourIndex][2]\n",
    "innerContour = contours[firstChildIndex]\n",
    "hierarchy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "44f59add-53e2-4f32-b357-06799cb7f2d7",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 既然已经知道了内外的轮廓，就可以把内外的追踪点位提取出来\n",
    "# 如果是按照顺时针的顺序可以取一个中心点，然后atan2计算角度，按角度从大到小排序\n",
    "\n",
    "outerArea = cv.contourArea(outerContour)\n",
    "outerPerimeter = cv.arcLength(outerContour,True)\n",
    "outerPolyDP = cv.approxPolyDP(outerContour,0.02*outerPerimeter,True)\n",
    "npoints = len(outerPolyDP)\n",
    "outerPolyDP = outerPolyDP.reshape([npoints,2])\n",
    "\n",
    "innerArea = cv.contourArea(innerContour)\n",
    "innerPerimeter = cv.arcLength(innerContour,True)\n",
    "innerPolyDP = cv.approxPolyDP(innerContour,0.02*innerPerimeter,True)\n",
    "innerPolyDP = innerPolyDP.reshape([len(innerPolyDP),2])\n",
    "# 中心点\n",
    "centerPoint = outerPolyDP.T.sum(1) / npoints\n",
    "# 遍历所有外部点位，然后把外部点位所对应的最近的内部点位找出来\n",
    "trackPoints = []\n",
    "for i in range(npoints):\n",
    "    minRelativeDistance = 10000\n",
    "    nearestInnerPoint = 0\n",
    "    for j in range(len(innerPolyDP)):\n",
    "        distance = relativeDistance(outerPolyDP[i],innerPolyDP[j])\n",
    "        if distance < minRelativeDistance:\n",
    "            minRelativeDistance = distance\n",
    "            nearestInnerPoint = j\n",
    "    # 然后求与最近点的中心即可\n",
    "    trackPoints.append((outerPolyDP[i] + innerPolyDP[nearestInnerPoint])/2.0)\n",
    "# 最后对所有点位做一次排序，角度从小到大排列即可（因为是顺时针）\n",
    "trackWithRelativeAngles = []\n",
    "for i in range(npoints):\n",
    "    trackWithRelativeAngles.append((trackPoints[i],relativeAngle(trackPoints[i],centerPoint)))\n",
    "trackWithRelativeAngles = sorted(trackWithRelativeAngles,key=lambda x:x[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "84e5c7a1",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 寻找激光点（激光点是红色的）\n",
    "# imageHSV = cv.cvtColor(image,cv.COLOR_RGB2HSV)\n",
    "# lowerRange = np.array([0,0,240]) # 245作为一个阈值\n",
    "# upperRange = np.array([180,255,255])\n",
    "# 中间的区域全部太亮了导致HSV的色域全部变成0\n",
    "# 不如来点歪门邪道，检测边缘区域\n",
    "# H: 160 - 180\n",
    "# S: 150 - 200\n",
    "# V: 210 - 255\n",
    "# lowerRange = np.array([150,50,240]) # 245作为一个阈值\n",
    "# upperRange = np.array([180,255,255])\n",
    "# lowerRange = np.array([0,0,230]) # 245作为一个阈值\n",
    "# upperRange = np.array([180,255,255])\n",
    "# imageMaskL = cv.inRange(imageHSV,lowerRange,upperRange)\n",
    "# lowerRange = np.array([150,170,220]) # 245作为一个阈值\n",
    "# upperRange = np.array([180,255,255])\n",
    "# imageMaskL2 = cv.inRange(imageHSV,lowerRange,upperRange)\n",
    "# imageMaskL = cv.bitwise_or(imageMaskL1,imageMaskL2)\n",
    "# convKernel = np.ones((4,4),np.uint8) #设置卷积核\n",
    "\n",
    "# imageFilteredL = cv.morphologyEx(imageMaskL,cv.MORPH_OPEN,convKernel)\n",
    "# imageFilteredL = cv.morphologyEx(imageFilteredL,cv.MORPH_CLOSE,convKernel)\n",
    "\n",
    "# showGrayImage(imageMaskL[750:1250,200:600])\n",
    "# showGrayImage(imageMaskL)\n",
    "# imageMomentsL = cv.moments(imageMaskL,False)\n",
    "# imageMomentsL['m10']/imageMomentsL['m00'],imageMomentsL['m01']/imageMomentsL['m00']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "82ce7fcb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "imageCanny = cannyAndFilter(imageFiltered)\n",
    "showGrayImage(imageCanny)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "607bc87f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "imageMarked = image.copy()\n",
    "for i in range(4):\n",
    "    cv.circle(imageMarked,np.int32(trackWithRelativeAngles[i][0]),5,(255,0,0),-1)\n",
    "showImage(imageMarked)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "f7831209",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "while True:\n",
    "    image = getImage()\n",
    "    image = image[:,:,0] - image[:,:,1]\n",
    "#     imageResized = cv.cvtColor(cv.resize(image,(640,360)),cv.COLOR_RGB2BGR)\n",
    "    imageResized = cv.resize(image,(640,360))\n",
    "    cv.imshow('video',imageResized)\n",
    "    key = cv.waitKey(1) & 0xff\n",
    "    if key == ord('q'):\n",
    "        break\n",
    "cv.destroyAllWindows()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "7f216099",
   "metadata": {},
   "outputs": [],
   "source": [
    "cam.close()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
